| Presentation | 2016-10-27 On sparsification of Dynamic Binary Neural Networks Shunsuke Aoki, Ryuji Sato, Toshimichi Saito, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper studies sparsification effects of connection parameters in dynamic binary neural networks. The network is characterized by signum activation function and ternary connection parameters. Depending on theparameters and initial condition, the networks can generate various binary periodic orbits. In order to store of a desired periodic orbits, we have a simple correlation-based learning method. We then consider the sparcification effects on the stability of the stored periodic orbits. In order to evaluate the stability, we introduce a simple feature quantity. Performing basic numerical experiments, typical examples are demonstrated |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Binary Neural Networks |
| Paper # | CAS2016-38,NLP2016-64 |
| Date of Issue | 2016-10-20 (CAS, NLP) |
| Conference Information | |
| Committee | CAS / NLP |
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| Conference Date | 2016/10/27(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Toshihiko Takahashi(Niigata Univ.) / Hisato Fujisaka(Hiroshima City Univ.) |
| Vice Chair | Mitsuru Hiraki(Renesas) / Masaharu Adachi(Tokyo Denki Univ.) |
| Secretary | Mitsuru Hiraki(Tohoku Univ.) / Masaharu Adachi(Renesas) |
| Assistant | Toshihiro Tachibana(Shonan Inst. of Tech.) / Yohei Nakamura(Hitachi) / Hiroyuki Asahara(Okayama Univ. of Science) / Toshihiro Tachibana(Shonan Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Circuits and Systems / Technical Committee on Nonlinear Problems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | On sparsification of Dynamic Binary Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | Binary Neural Networks |
| 1st Author's Name | Shunsuke Aoki |
| 1st Author's Affiliation | Hosei University(HU) |
| 2nd Author's Name | Ryuji Sato |
| 2nd Author's Affiliation | Hosei University(HU) |
| 3rd Author's Name | Toshimichi Saito |
| 3rd Author's Affiliation | Hosei University(HU) |
| Date | 2016-10-27 |
| Paper # | CAS2016-38,NLP2016-64 |
| Volume (vol) | vol.116 |
| Number (no) | CAS-271,NLP-272 |
| Page | pp.pp.1-4(CAS), pp.1-4(NLP), |
| #Pages | 4 |
| Date of Issue | 2016-10-20 (CAS, NLP) |